ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
glyanno alternatives
The best glyanno alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to glyanno? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, glyanno shipped 1 meaningful update in the last 30 days and carries a velocity score of 3.8 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About glyanno
Glycan annotation stops depending on the database having seen the structure before.
glyanno resolves mass spectrometry observations into glycan compositions and structures, converting between m/z, composition and structure, filling in missing detail on partial structures, and mapping results to GlyTouCan accessions. The newest release adds de novo reconstruction of topological N-glycans, falling back to the topological database only when reconstruction is not possible. Batch performance was reworked at the same time, with vector inputs reusing prepared databases and direct lookups instead of repeating setup per element.
Velocity 3.8 · Last update 2d ago
Top 12 alternatives to glyanno
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
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Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
ANALYTICS
Rho's release machinery finally produced a stable build — and it shipped no new product.
ANALYTICS
OpenCTI spends a release unblocking queues and hardening upserts
ANALYTICS
After its largest release, OpenObserve is patching the seams.
ANALYTICS
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
ANALYTICS
silx settles into maintenance a release after its PySide6 migration
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Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months
ANALYTICS
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
ANALYTICS
TimescaleDB is paying down correctness debt in its columnstore query paths.
ANALYTICS
Holistics is adding governance to the AI layer it spent the summer building.
glyanno vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| glyanno (baseline) | 3.8 | 1 | glycomicsmass-spectrometrystructure-annotation | De novo reconstruction of topological N-glycans, with database fallback |
| ApexCharts | 10.0 | 3 | chartingraw-data-inputchart-morphing | Histogram bins raw samples; charts morph between types |
| Usermaven | 8.8 | 3 | product-analyticsreverse-etlmcp | 🔌 Salesforce, Reverse ETL, and connectors: your stack, connected |
| Plotly | 6.3 | 1 | ai-app-buildingplotly-cloudmetered-billing | Custom Domains in Plotly Cloud |
| Rho | 6.3 | 1 | r-ideai-agentsmodel-routing | Agent conversations and provider-routed models land in Rho |
| OpenCTI | 6.3 | 0 | threat-intelligencestixdata-model | — |
| OpenObserve | 6.3 | 1 | observabilitysynthetic-monitoringmcp | v0.92.0 adds synthetic monitoring, workflows, and AI observability |
| AgencyAnalytics | 6.3 | 1 | agency-reportingai-assistantscheduling | Skills in AgencyAI |
| silx | 5.0 | 0 | scientific-computingdata-visualizationsynchrotron | 3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required |
| Grafana Mimir | 5.0 | 0 | metricsprometheus-compatiblehelm | — |
| Dovetail | 5.0 | 0 | digital twinschatagents | — |
| TimescaleDB | 5.0 | 0 | time-seriespostgresqlcolumnstore | — |
| Holistics | 5.0 | 0 | business-intelligenceai-governanceanalytics-as-code | — |
The 12 best glyanno alternatives, in depth
1. ApexCharts · velocity 10.0
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Over the last 30 days ApexCharts shipped 3 meaningful updates vs glyanno's 1, most recently “Histogram bins raw samples; charts morph between types”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than glyanno — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare glyanno vs ApexCharts →
2. Usermaven · velocity 8.8
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
Over the last 30 days Usermaven shipped 3 meaningful updates vs glyanno's 1, most recently “🔌 Salesforce, Reverse ETL, and connectors: your stack, connected”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than glyanno — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare glyanno vs Usermaven →
3. Plotly · velocity 6.3
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
Over the last 30 days Plotly shipped 1 meaningful update vs glyanno's 1, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, Plotly focuses on ai app building, plotly cloud and metered billing.
Plotly and glyanno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. Rho · velocity 6.3
Rho's release machinery finally produced a stable build — and it shipped no new product.
Over the last 30 days Rho shipped 1 meaningful update vs glyanno's 1, most recently “Agent conversations and provider-routed models land in Rho”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, Rho focuses on r ide, ai agents and model routing.
Rho and glyanno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. OpenCTI · velocity 6.3
OpenCTI spends a release unblocking queues and hardening upserts.
Over the last 30 days OpenCTI shipped 0 meaningful updates vs glyanno's 1. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI has shipped fewer meaningful updates than glyanno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
6. OpenObserve · velocity 6.3
After its largest release, OpenObserve is patching the seams.
Over the last 30 days OpenObserve shipped 1 meaningful update vs glyanno's 1, most recently “v0.92.0 adds synthetic monitoring, workflows, and AI observability”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, OpenObserve focuses on observability, synthetic monitoring and mcp.
OpenObserve and glyanno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenObserve trajectory → · Compare glyanno vs OpenObserve →
7. AgencyAnalytics · velocity 6.3
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
Over the last 30 days AgencyAnalytics shipped 1 meaningful update vs glyanno's 1, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
AgencyAnalytics and glyanno have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full AgencyAnalytics trajectory → · Compare glyanno vs AgencyAnalytics →
8. silx · velocity 5.0
Silx settles into maintenance a release after its PySide6 migration.
Over the last 30 days silx shipped 0 meaningful updates vs glyanno's 1, most recently “3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required”. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, silx focuses on scientific computing, data visualization and synchrotron.
silx has shipped fewer meaningful updates than glyanno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
9. Grafana Mimir · velocity 5.0
Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months.
Over the last 30 days Grafana Mimir shipped 0 meaningful updates vs glyanno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir has shipped fewer meaningful updates than glyanno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Grafana Mimir trajectory → · Compare glyanno vs Grafana Mimir →
10. Dovetail · velocity 5.0
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
Over the last 30 days Dovetail shipped 0 meaningful updates vs glyanno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, Dovetail focuses on digital twins, chat and agents.
Dovetail has shipped fewer meaningful updates than glyanno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
11. TimescaleDB · velocity 5.0
TimescaleDB is paying down correctness debt in its columnstore query paths.
Over the last 30 days TimescaleDB shipped 0 meaningful updates vs glyanno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB has shipped fewer meaningful updates than glyanno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full TimescaleDB trajectory → · Compare glyanno vs TimescaleDB →
12. Holistics · velocity 5.0
Holistics is adding governance to the AI layer it spent the summer building.
Over the last 30 days Holistics shipped 0 meaningful updates vs glyanno's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where glyanno leans on glycomics, mass spectrometry and structure annotation, Holistics focuses on business intelligence, ai governance and analytics as code.
Holistics has shipped fewer meaningful updates than glyanno in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Holistics trajectory → · Compare glyanno vs Holistics →
Frequently asked questions
What are the best alternatives to glyanno?
The top glyanno alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.
How is this list of glyanno alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare glyanno directly with one of these alternatives?
Yes — every card has a "Compare with glyanno" link to a side-by-side /compare page.